Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 1054972 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 96.6 MiB |
| Average record size in memory | 96.0 B |
Variable types
| Numeric | 12 |
|---|
T2M is highly correlated with T2MWET | High correlation |
T2MDEW is highly correlated with T2MWET and 3 other fields | High correlation |
T2MWET is highly correlated with T2M and 3 other fields | High correlation |
QV2M is highly correlated with T2MDEW and 3 other fields | High correlation |
RH2M is highly correlated with T2MDEW and 1 other fields | High correlation |
PRECTOTCORR is highly correlated with T2MDEW and 2 other fields | High correlation |
WS10M is highly correlated with WS50M | High correlation |
WD10M is highly correlated with WD50M | High correlation |
WS50M is highly correlated with WS10M | High correlation |
WD50M is highly correlated with WD10M | High correlation |
T2M is highly correlated with T2MWET | High correlation |
T2MDEW is highly correlated with T2MWET and 2 other fields | High correlation |
T2MWET is highly correlated with T2M and 2 other fields | High correlation |
QV2M is highly correlated with T2MDEW and 2 other fields | High correlation |
RH2M is highly correlated with T2MDEW and 1 other fields | High correlation |
WS10M is highly correlated with WS50M | High correlation |
WD10M is highly correlated with WD50M | High correlation |
WS50M is highly correlated with WS10M | High correlation |
WD50M is highly correlated with WD10M | High correlation |
T2M is highly correlated with T2MWET | High correlation |
T2MDEW is highly correlated with T2MWET and 2 other fields | High correlation |
T2MWET is highly correlated with T2M and 2 other fields | High correlation |
QV2M is highly correlated with T2MDEW and 3 other fields | High correlation |
RH2M is highly correlated with T2MDEW and 1 other fields | High correlation |
PRECTOTCORR is highly correlated with QV2M | High correlation |
WS10M is highly correlated with WS50M | High correlation |
WD10M is highly correlated with WD50M | High correlation |
WS50M is highly correlated with WS10M | High correlation |
WD50M is highly correlated with WD10M | High correlation |
T2M is highly correlated with T2MDEW and 3 other fields | High correlation |
T2MDEW is highly correlated with T2M and 3 other fields | High correlation |
T2MWET is highly correlated with T2M and 3 other fields | High correlation |
QV2M is highly correlated with T2M and 3 other fields | High correlation |
RH2M is highly correlated with T2M and 2 other fields | High correlation |
PS is highly correlated with T2MWET and 1 other fields | High correlation |
WS10M is highly correlated with WS50M | High correlation |
WD10M is highly correlated with WD50M | High correlation |
WS50M is highly correlated with WS10M | High correlation |
WD50M is highly correlated with WD10M | High correlation |
Location is highly correlated with PS | High correlation |
Reproduction
| Analysis started | 2022-02-03 15:18:38.650786 |
|---|---|
| Analysis finished | 2022-02-03 15:20:04.578995 |
| Duration | 1 minute and 25.93 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 4591 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.276111052 × 10-16 |
| Minimum | -2.935873262 |
|---|---|
| Maximum | 2.791726934 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 493827 |
| Negative (%) | 46.8% |
| Memory size | 8.0 MiB |
Quantile statistics
| Minimum | -2.935873262 |
|---|---|
| 5-th percentile | -1.713046726 |
| Q1 | -0.6978024505 |
| median | 0.06213950431 |
| Q3 | 0.6443242358 |
| 95-th percentile | 1.722797591 |
| Maximum | 2.791726934 |
| Range | 5.727600196 |
| Interquartile range (IQR) | 1.342126686 |
Descriptive statistics
| Standard deviation | 1.000000474 |
|---|---|
| Coefficient of variation (CV) | 1.593344136 × 1015 |
| Kurtosis | -0.3977070877 |
| Mean | 6.276111052 × 10-16 |
| Median Absolute Deviation (MAD) | 0.6501858169 |
| Skewness | -0.06232624826 |
| Sum | 6.584817136 × 10-10 |
| Variance | 1.000000948 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.0645255073 | 1061 | 0.1% |
| 0.03470046983 | 1042 | 0.1% |
| 0.03112146533 | 1042 | 0.1% |
| -0.02017759912 | 1029 | 0.1% |
| -0.01182658863 | 1022 | 0.1% |
| 0.01799844885 | 1021 | 0.1% |
| 0.09435054478 | 1020 | 0.1% |
| 0.04782348632 | 1010 | 0.1% |
| 0.02277045484 | 1009 | 0.1% |
| 0.0728765178 | 1008 | 0.1% |
| Other values (4581) | 1044708 |
| Value | Count | Frequency (%) |
| -2.935873262 | 1 | |
| -2.933487259 | 1 | |
| -2.92632925 | 1 | |
| -2.920364243 | 1 | |
| -2.913206234 | 1 | |
| -2.912013232 | 1 | |
| -2.909627229 | 1 | |
| -2.908434228 | 2 | |
| -2.903662222 | 1 | |
| -2.900083217 | 1 |
| Value | Count | Frequency (%) |
| 2.791726934 | 2 | |
| 2.783375923 | 1 | < 0.1% |
| 2.775024913 | 1 | < 0.1% |
| 2.77263891 | 1 | < 0.1% |
| 2.771445908 | 1 | < 0.1% |
| 2.760708895 | 1 | < 0.1% |
| 2.759515893 | 3 | |
| 2.758322892 | 2 | |
| 2.755936889 | 1 | < 0.1% |
| 2.754743887 | 1 | < 0.1% |
| Distinct | 4450 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.103492053 × 10-16 |
| Minimum | -3.101873774 |
|---|---|
| Maximum | 1.717897981 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 549819 |
| Negative (%) | 52.1% |
| Memory size | 8.0 MiB |
Quantile statistics
| Minimum | -3.101873774 |
|---|---|
| 5-th percentile | -1.581186186 |
| Q1 | -0.7968100063 |
| median | -0.0737931103 |
| Q3 | 1.044991167 |
| 95-th percentile | 1.374285991 |
| Maximum | 1.717897981 |
| Range | 4.819771755 |
| Interquartile range (IQR) | 1.841801174 |
Descriptive statistics
| Standard deviation | 1.000000474 |
|---|---|
| Coefficient of variation (CV) | 9.062144771 × 1015 |
| Kurtosis | -1.094488685 |
| Mean | 1.103492053 × 10-16 |
| Median Absolute Deviation (MAD) | 0.8805057249 |
| Skewness | -0.1260640761 |
| Sum | 1.07898579 × 10-10 |
| Variance | 1.000000948 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.299632196 | 1457 | 0.1% |
| 1.313949362 | 1452 | 0.1% |
| 1.318039981 | 1414 | 0.1% |
| 1.306790779 | 1394 | 0.1% |
| 1.292473613 | 1390 | 0.1% |
| 1.309858743 | 1387 | 0.1% |
| 1.328266528 | 1372 | 0.1% |
| 1.295541577 | 1364 | 0.1% |
| 1.321107945 | 1361 | 0.1% |
| 1.284292375 | 1343 | 0.1% |
| Other values (4440) | 1041038 |
| Value | Count | Frequency (%) |
| -3.101873774 | 1 | |
| -3.094715191 | 1 | |
| -3.082443334 | 1 | |
| -3.056876966 | 1 | |
| -3.053809001 | 1 | |
| -3.051763692 | 1 | |
| -3.049718383 | 1 | |
| -3.039491835 | 1 | |
| -3.034378562 | 1 | |
| -3.033355907 | 1 |
| Value | Count | Frequency (%) |
| 1.717897981 | 1 | < 0.1% |
| 1.683127721 | 1 | < 0.1% |
| 1.659606662 | 1 | < 0.1% |
| 1.653470733 | 3 | |
| 1.651425424 | 1 | < 0.1% |
| 1.645289495 | 1 | < 0.1% |
| 1.642221531 | 2 | |
| 1.640176222 | 1 | < 0.1% |
| 1.637108258 | 1 | < 0.1% |
| 1.636085603 | 2 |
| Distinct | 3541 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.489714272 × 10-15 |
| Minimum | -3.420179629 |
|---|---|
| Maximum | 1.816099262 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 499283 |
| Negative (%) | 47.3% |
| Memory size | 8.0 MiB |
Quantile statistics
| Minimum | -3.420179629 |
|---|---|
| 5-th percentile | -1.725564326 |
| Q1 | -0.7972337381 |
| median | 0.1036314473 |
| Q3 | 0.9138608061 |
| 95-th percentile | 1.301122974 |
| Maximum | 1.816099262 |
| Range | 5.23627889 |
| Interquartile range (IQR) | 1.711094544 |
Descriptive statistics
| Standard deviation | 1.000000474 |
|---|---|
| Coefficient of variation (CV) | -6.712699831 × 1014 |
| Kurtosis | -0.9189655048 |
| Mean | -1.489714272 × 10-15 |
| Median Absolute Deviation (MAD) | 0.840441301 |
| Skewness | -0.3961572473 |
| Sum | -1.621299539 × 10-9 |
| Variance | 1.000000948 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.9784045008 | 1367 | 0.1% |
| 0.9001281051 | 1353 | 0.1% |
| 0.9632985297 | 1353 | 0.1% |
| 1.022349144 | 1347 | 0.1% |
| 0.9591787194 | 1346 | 0.1% |
| 0.9838975812 | 1340 | 0.1% |
| 0.9880173915 | 1338 | 0.1% |
| 1.031962035 | 1333 | 0.1% |
| 1.007243173 | 1328 | 0.1% |
| 0.953685639 | 1324 | 0.1% |
| Other values (3531) | 1041543 |
| Value | Count | Frequency (%) |
| -3.420179629 | 1 | |
| -3.389967686 | 1 | |
| -3.354262664 | 1 | |
| -3.348769583 | 1 | |
| -3.329543802 | 1 | |
| -3.324050722 | 1 | |
| -3.238907975 | 1 | |
| -3.236161435 | 1 | |
| -3.233414895 | 1 | |
| -3.210069303 | 1 |
| Value | Count | Frequency (%) |
| 1.816099262 | 1 | |
| 1.811979451 | 1 | |
| 1.810606181 | 2 | |
| 1.809232911 | 1 | |
| 1.807859641 | 1 | |
| 1.805113101 | 1 | |
| 1.803739831 | 2 | |
| 1.802366561 | 1 | |
| 1.80099329 | 1 | |
| 1.79962002 | 2 |
| Distinct | 402 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -4.551904719 × 10-16 |
| Minimum | -1.573043291 |
|---|---|
| Maximum | 2.375728373 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 621652 |
| Negative (%) | 58.9% |
| Memory size | 8.0 MiB |
Quantile statistics
| Minimum | -1.573043291 |
|---|---|
| 5-th percentile | -1.210512612 |
| Q1 | -0.8573577263 |
| median | -0.341689088 |
| Q3 | 1.050616235 |
| 95-th percentile | 1.631915428 |
| Maximum | 2.375728373 |
| Range | 3.948771664 |
| Interquartile range (IQR) | 1.907973962 |
Descriptive statistics
| Standard deviation | 1.000000474 |
|---|---|
| Coefficient of variation (CV) | -2.196883581 × 1015 |
| Kurtosis | -1.278053108 |
| Mean | -4.551904719 × 10-16 |
| Median Absolute Deviation (MAD) | 0.678182391 |
| Skewness | 0.4510459947 |
| Sum | -5.217950516 × 10-10 |
| Variance | 1.000000948 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.8948609 | 6523 | 0.6% |
| -0.9433024993 | 6486 | 0.6% |
| -0.9245509125 | 6485 | 0.6% |
| -0.9057993256 | 6479 | 0.6% |
| -0.8573577263 | 6477 | 0.6% |
| -0.8479819328 | 6442 | 0.6% |
| -0.8854851065 | 6437 | 0.6% |
| -0.8761093131 | 6407 | 0.6% |
| -0.8386061394 | 6388 | 0.6% |
| -0.915175119 | 6341 | 0.6% |
| Other values (392) | 990507 |
| Value | Count | Frequency (%) |
| -1.573043291 | 1 | < 0.1% |
| -1.563667498 | 5 | < 0.1% |
| -1.554291704 | 22 | < 0.1% |
| -1.543353278 | 43 | < 0.1% |
| -1.533977485 | 76 | < 0.1% |
| -1.524601692 | 113 | < 0.1% |
| -1.515225898 | 181 | |
| -1.505850105 | 228 | |
| -1.496474311 | 324 | |
| -1.487098518 | 414 |
| Value | Count | Frequency (%) |
| 2.375728373 | 1 | < 0.1% |
| 2.2897836 | 1 | < 0.1% |
| 2.242904633 | 1 | < 0.1% |
| 2.233528839 | 1 | < 0.1% |
| 2.222590413 | 2 | |
| 2.203838827 | 1 | < 0.1% |
| 2.194463033 | 4 | |
| 2.18508724 | 3 | |
| 2.175711446 | 2 | |
| 2.166335653 | 3 |
| Distinct | 1570 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2.758730133 × 10-17 |
| Minimum | -1.786739857 |
|---|---|
| Maximum | 1.810670488 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 540810 |
| Negative (%) | 51.3% |
| Memory size | 8.0 MiB |
Quantile statistics
| Minimum | -1.786739857 |
|---|---|
| 5-th percentile | -1.448259075 |
| Q1 | -0.9110809255 |
| median | -0.04420419805 |
| Q3 | 0.8523124681 |
| 95-th percentile | 1.605020543 |
| Maximum | 1.810670488 |
| Range | 3.597410345 |
| Interquartile range (IQR) | 1.763393394 |
Descriptive statistics
| Standard deviation | 1.000000474 |
|---|---|
| Coefficient of variation (CV) | -3.624857909 × 1016 |
| Kurtosis | -1.238725376 |
| Mean | -2.758730133 × 10-17 |
| Median Absolute Deviation (MAD) | 0.8782204077 |
| Skewness | 0.1200188706 |
| Sum | -6.677236541 × 10-11 |
| Variance | 1.000000948 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.810670488 | 2978 | 0.3% |
| 1.6756441 | 1073 | 0.1% |
| 1.671252998 | 1062 | 0.1% |
| 1.666495971 | 1059 | 0.1% |
| -1.270053517 | 1046 | 0.1% |
| 1.655152291 | 1044 | 0.1% |
| 1.673448549 | 1033 | 0.1% |
| 1.678205577 | 1031 | 0.1% |
| 1.66430042 | 1029 | 0.1% |
| 1.662104869 | 1026 | 0.1% |
| Other values (1560) | 1042591 |
| Value | Count | Frequency (%) |
| -1.786739857 | 1 | < 0.1% |
| -1.784544306 | 1 | < 0.1% |
| -1.782348755 | 1 | < 0.1% |
| -1.771005075 | 1 | < 0.1% |
| -1.768443598 | 4 | |
| -1.766248047 | 1 | < 0.1% |
| -1.764052496 | 4 | |
| -1.76149102 | 2 | |
| -1.759295469 | 3 | |
| -1.757099918 | 3 |
| Value | Count | Frequency (%) |
| 1.810670488 | 2978 | |
| 1.808474937 | 54 | < 0.1% |
| 1.806279386 | 60 | < 0.1% |
| 1.80371791 | 59 | < 0.1% |
| 1.801522359 | 50 | < 0.1% |
| 1.799326808 | 76 | < 0.1% |
| 1.796765332 | 55 | < 0.1% |
| 1.794569781 | 54 | < 0.1% |
| 1.79237423 | 64 | < 0.1% |
| 1.790178679 | 65 | < 0.1% |
| Distinct | 773 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -5.517460266 × 10-17 |
| Minimum | -0.2605129047 |
|---|---|
| Maximum | 45.0057265 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 897729 |
| Negative (%) | 85.1% |
| Memory size | 8.0 MiB |
Quantile statistics
| Minimum | -0.2605129047 |
|---|---|
| 5-th percentile | -0.2605129047 |
| Q1 | -0.2605129047 |
| median | -0.2605129047 |
| Q3 | -0.2327932235 |
| 95-th percentile | 1.208630199 |
| Maximum | 45.0057265 |
| Range | 45.2662394 |
| Interquartile range (IQR) | 0.0277196812 |
Descriptive statistics
| Standard deviation | 1.000000474 |
|---|---|
| Coefficient of variation (CV) | -1.812428954 × 1016 |
| Kurtosis | 115.4712268 |
| Mean | -5.517460266 × 10-17 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 8.483594759 |
| Sum | -1.339230948 × 10-10 |
| Variance | 1.000000948 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.2605129047 | 764664 | |
| -0.2327932235 | 40208 | 3.8% |
| -0.2050735423 | 21928 | 2.1% |
| -0.1773538611 | 15962 | 1.5% |
| -0.1496341799 | 12832 | 1.2% |
| -0.1219144987 | 10878 | 1.0% |
| -0.09419481747 | 9158 | 0.9% |
| -0.06647513627 | 8019 | 0.8% |
| -0.03875545507 | 7363 | 0.7% |
| -0.01103577386 | 6717 | 0.6% |
| Other values (763) | 157243 | 14.9% |
| Value | Count | Frequency (%) |
| -0.2605129047 | 764664 | |
| -0.2327932235 | 40208 | 3.8% |
| -0.2050735423 | 21928 | 2.1% |
| -0.1773538611 | 15962 | 1.5% |
| -0.1496341799 | 12832 | 1.2% |
| -0.1219144987 | 10878 | 1.0% |
| -0.09419481747 | 9158 | 0.9% |
| -0.06647513627 | 8019 | 0.8% |
| -0.03875545507 | 7363 | 0.7% |
| -0.01103577386 | 6717 | 0.6% |
| Value | Count | Frequency (%) |
| 45.0057265 | 1 | |
| 35.35927744 | 1 | |
| 34.527687 | 2 | |
| 33.00310454 | 1 | |
| 32.83678645 | 2 | |
| 31.92203697 | 1 | |
| 31.50624175 | 1 | |
| 31.20132526 | 1 | |
| 31.17360558 | 2 | |
| 31.1458859 | 1 |
| Distinct | 719 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.606999976 × 10-14 |
| Minimum | -3.51058936 |
|---|---|
| Maximum | 2.151726279 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 480645 |
| Negative (%) | 45.6% |
| Memory size | 8.0 MiB |
Quantile statistics
| Minimum | -3.51058936 |
|---|---|
| 5-th percentile | -1.889460636 |
| Q1 | -0.5398127985 |
| median | 0.09622813632 |
| Q3 | 0.7632954582 |
| 95-th percentile | 1.391579796 |
| Maximum | 2.151726279 |
| Range | 5.662315639 |
| Interquartile range (IQR) | 1.303108257 |
Descriptive statistics
| Standard deviation | 1.000000474 |
|---|---|
| Coefficient of variation (CV) | 3.835828475 × 1013 |
| Kurtosis | -0.0004442597721 |
| Mean | 2.606999976 × 10-14 |
| Median Absolute Deviation (MAD) | 0.6593107251 |
| Skewness | -0.6372924143 |
| Sum | 2.748329786 × 10-8 |
| Variance | 1.000000948 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.0821735893 | 3747 | 0.4% |
| 0.07295834602 | 3729 | 0.4% |
| 0.05744515249 | 3722 | 0.4% |
| -0.02012081517 | 3717 | 0.4% |
| -0.08993018607 | 3700 | 0.4% |
| -0.004607621641 | 3700 | 0.4% |
| 0.02641876542 | 3691 | 0.3% |
| 0.04193195896 | 3688 | 0.3% |
| 0.01866216866 | 3681 | 0.3% |
| 0.1194979266 | 3663 | 0.3% |
| Other values (709) | 1017934 |
| Value | Count | Frequency (%) |
| -3.51058936 | 1 | < 0.1% |
| -3.495076166 | 1 | < 0.1% |
| -3.48731957 | 1 | < 0.1% |
| -3.456293183 | 1 | < 0.1% |
| -3.448536586 | 1 | < 0.1% |
| -3.433023392 | 3 | |
| -3.417510199 | 1 | < 0.1% |
| -3.409753602 | 1 | < 0.1% |
| -3.401997005 | 2 | |
| -3.394240408 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2.151726279 | 1 | < 0.1% |
| 2.128456489 | 5 | |
| 2.112943295 | 4 | < 0.1% |
| 2.097430102 | 2 | < 0.1% |
| 2.089673505 | 2 | < 0.1% |
| 2.081916908 | 8 | |
| 2.074160312 | 5 | |
| 2.066403715 | 5 | |
| 2.058647118 | 11 | |
| 2.050890521 | 9 |
| Distinct | 1371 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.586349173 × 10-16 |
| Minimum | -1.871661021 |
|---|---|
| Maximum | 8.377239232 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 622194 |
| Negative (%) | 59.0% |
| Memory size | 8.0 MiB |
Quantile statistics
| Minimum | -1.871661021 |
|---|---|
| 5-th percentile | -1.292239912 |
| Q1 | -0.6629761275 |
| median | -0.170779702 |
| Q3 | 0.414871741 |
| 95-th percentile | 1.966225032 |
| Maximum | 8.377239232 |
| Range | 10.24890025 |
| Interquartile range (IQR) | 1.077847869 |
Descriptive statistics
| Standard deviation | 1.000000474 |
|---|---|
| Coefficient of variation (CV) | 2.788352237 × 1015 |
| Kurtosis | 2.695328907 |
| Mean | 3.586349173 × 10-16 |
| Median Absolute Deviation (MAD) | 0.5295784325 |
| Skewness | 1.297584344 |
| Sum | 3.636992929 × 10-10 |
| Variance | 1.000000948 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.19570104 | 3738 | 0.4% |
| -0.1770100365 | 3715 | 0.4% |
| -0.258004385 | 3654 | 0.3% |
| -0.1645493675 | 3649 | 0.3% |
| -0.282925723 | 3635 | 0.3% |
| -0.1520886985 | 3607 | 0.3% |
| -0.295386392 | 3591 | 0.3% |
| -0.3514594025 | 3589 | 0.3% |
| -0.133397695 | 3587 | 0.3% |
| -0.220622378 | 3586 | 0.3% |
| Other values (1361) | 1018621 |
| Value | Count | Frequency (%) |
| -1.871661021 | 8 | < 0.1% |
| -1.865430686 | 33 | < 0.1% |
| -1.859200352 | 27 | < 0.1% |
| -1.852970017 | 34 | < 0.1% |
| -1.846739683 | 42 | |
| -1.840509348 | 70 | |
| -1.834279014 | 71 | |
| -1.828048679 | 85 | |
| -1.821818345 | 97 | |
| -1.81558801 | 92 |
| Value | Count | Frequency (%) |
| 8.377239232 | 1 | |
| 8.240171873 | 1 | |
| 8.034570835 | 1 | |
| 8.015879831 | 2 | |
| 7.934885483 | 1 | |
| 7.909964145 | 1 | |
| 7.772896786 | 2 | |
| 7.592217085 | 2 | |
| 7.492531733 | 1 | |
| 7.486301399 | 1 |
| Distinct | 35807 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.258789643 × 10-16 |
| Minimum | -1.903159126 |
|---|---|
| Maximum | 1.444977095 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 450796 |
| Negative (%) | 42.7% |
| Memory size | 8.0 MiB |
Quantile statistics
| Minimum | -1.903159126 |
|---|---|
| 5-th percentile | -1.68194697 |
| Q1 | -0.9884496503 |
| median | 0.3447768534 |
| Q3 | 0.8644114647 |
| 95-th percentile | 1.264137552 |
| Maximum | 1.444977095 |
| Range | 3.348136221 |
| Interquartile range (IQR) | 1.852861115 |
Descriptive statistics
| Standard deviation | 1.000000474 |
|---|---|
| Coefficient of variation (CV) | 2.348086095 × 1015 |
| Kurtosis | -1.307500071 |
| Mean | 4.258789643 × 10-16 |
| Median Absolute Deviation (MAD) | 0.7264279771 |
| Skewness | -0.3826601598 |
| Sum | 4.947651178 × 10-10 |
| Variance | 1.000000948 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.6085011862 | 786 | 0.1% |
| -1.065939022 | 669 | 0.1% |
| 1.027111238 | 669 | 0.1% |
| -1.903159126 | 598 | 0.1% |
| 0.8556671658 | 529 | 0.1% |
| -1.484549074 | 410 | < 0.1% |
| -0.228718918 | 373 | < 0.1% |
| 0.7799452586 | 341 | < 0.1% |
| 0.1898911341 | 322 | < 0.1% |
| 0.9219005785 | 318 | < 0.1% |
| Other values (35797) | 1049957 |
| Value | Count | Frequency (%) |
| -1.903159126 | 598 | |
| -1.902787029 | 2 | < 0.1% |
| -1.902414931 | 5 | < 0.1% |
| -1.902321906 | 4 | < 0.1% |
| -1.902228882 | 4 | < 0.1% |
| -1.902135857 | 6 | < 0.1% |
| -1.902042833 | 7 | < 0.1% |
| -1.901949808 | 16 | < 0.1% |
| -1.901856784 | 19 | < 0.1% |
| -1.90176376 | 20 | < 0.1% |
| Value | Count | Frequency (%) |
| 1.444977095 | 2 | < 0.1% |
| 1.44488407 | 3 | < 0.1% |
| 1.444791046 | 3 | < 0.1% |
| 1.444698021 | 4 | < 0.1% |
| 1.444604997 | 3 | < 0.1% |
| 1.444511972 | 15 | < 0.1% |
| 1.444418948 | 18 | |
| 1.444325924 | 25 | |
| 1.444232899 | 31 | |
| 1.444139875 | 38 |
| Distinct | 1712 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -3.448412666 × 10-16 |
| Minimum | -1.991354344 |
|---|---|
| Maximum | 7.560989883 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 561252 |
| Negative (%) | 53.2% |
| Memory size | 8.0 MiB |
Quantile statistics
| Minimum | -1.991354344 |
|---|---|
| 5-th percentile | -1.46191488 |
| Q1 | -0.7530044114 |
| median | -0.08896169387 |
| Q3 | 0.6468694256 |
| 95-th percentile | 1.74612933 |
| Maximum | 7.560989883 |
| Range | 9.552344228 |
| Interquartile range (IQR) | 1.399873837 |
Descriptive statistics
| Standard deviation | 1.000000474 |
|---|---|
| Coefficient of variation (CV) | -2.899886327 × 1015 |
| Kurtosis | 0.4837480412 |
| Mean | -3.448412666 × 10-16 |
| Median Absolute Deviation (MAD) | 0.6999369185 |
| Skewness | 0.5907099696 |
| Sum | -4.047251423 × 10-10 |
| Variance | 1.000000948 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.3985491771 | 1908 | 0.2% |
| -0.1113955695 | 1903 | 0.2% |
| -0.3357343254 | 1898 | 0.2% |
| -0.205617847 | 1893 | 0.2% |
| -0.4479037034 | 1876 | 0.2% |
| -0.1428029953 | 1872 | 0.2% |
| -0.434443378 | 1868 | 0.2% |
| -0.3043268996 | 1867 | 0.2% |
| -0.5735334067 | 1867 | 0.2% |
| -0.2415120479 | 1860 | 0.2% |
| Other values (1702) | 1036160 |
| Value | Count | Frequency (%) |
| -1.991354344 | 3 | < 0.1% |
| -1.986867569 | 18 | < 0.1% |
| -1.982380794 | 30 | < 0.1% |
| -1.977894019 | 26 | < 0.1% |
| -1.973407244 | 28 | < 0.1% |
| -1.968920469 | 42 | |
| -1.964433693 | 44 | |
| -1.959946918 | 57 | |
| -1.955460143 | 57 | |
| -1.950973368 | 85 |
| Value | Count | Frequency (%) |
| 7.560989883 | 1 | |
| 7.305243702 | 1 | |
| 7.071931395 | 1 | |
| 6.86553974 | 1 | |
| 6.784777788 | 1 | |
| 6.762343912 | 1 | |
| 6.704015836 | 1 | |
| 6.605306783 | 1 | |
| 6.555952257 | 1 | |
| 6.493137405 | 2 |
| Distinct | 35916 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -6.379563432 × 10-17 |
| Minimum | -1.914769112 |
|---|---|
| Maximum | 1.443621346 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 449390 |
| Negative (%) | 42.6% |
| Memory size | 8.0 MiB |
Quantile statistics
| Minimum | -1.914769112 |
|---|---|
| 5-th percentile | -1.688046266 |
| Q1 | -0.9881910969 |
| median | 0.3505933087 |
| Q3 | 0.8609529644 |
| 95-th percentile | 1.260190435 |
| Maximum | 1.443621346 |
| Range | 3.358390458 |
| Interquartile range (IQR) | 1.849144061 |
Descriptive statistics
| Standard deviation | 1.000000474 |
|---|---|
| Coefficient of variation (CV) | -1.567506123 × 1016 |
| Kurtosis | -1.298763647 |
| Mean | -6.379563432 × 10-17 |
| Median Absolute Deviation (MAD) | 0.7173025654 |
| Skewness | -0.3923346709 |
| Sum | -3.637978807 × 10-12 |
| Variance | 1.000000948 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.6043736128 | 600 | 0.1% |
| 1.024230734 | 507 | < 0.1% |
| -1.07505487 | 466 | < 0.1% |
| -1.914769112 | 434 | < 0.1% |
| 0.8522759172 | 385 | < 0.1% |
| -1.494911991 | 282 | < 0.1% |
| 0.7763284292 | 265 | < 0.1% |
| 0.1845164921 | 254 | < 0.1% |
| -0.2353406286 | 248 | < 0.1% |
| 1.19618555 | 240 | < 0.1% |
| Other values (35906) | 1051291 |
| Value | Count | Frequency (%) |
| -1.914769112 | 434 | |
| -1.914302604 | 4 | < 0.1% |
| -1.914209302 | 4 | < 0.1% |
| -1.914116 | 9 | < 0.1% |
| -1.914022699 | 11 | < 0.1% |
| -1.913929397 | 17 | < 0.1% |
| -1.913836096 | 10 | < 0.1% |
| -1.913742794 | 23 | < 0.1% |
| -1.913649493 | 27 | < 0.1% |
| -1.913556191 | 15 | < 0.1% |
| Value | Count | Frequency (%) |
| 1.443621346 | 3 | < 0.1% |
| 1.443528045 | 9 | < 0.1% |
| 1.443434743 | 6 | < 0.1% |
| 1.443341442 | 23 | |
| 1.44324814 | 15 | |
| 1.443154838 | 18 | |
| 1.443061537 | 14 | |
| 1.442968235 | 15 | |
| 1.442874934 | 17 | |
| 1.442781632 | 22 |
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.0345238 × 10-16 |
| Minimum | -1.59177408 |
|---|---|
| Maximum | 1.593860375 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 527950 |
| Negative (%) | 50.0% |
| Memory size | 8.0 MiB |
Quantile statistics
| Minimum | -1.59177408 |
|---|---|
| 5-th percentile | -1.59177408 |
| Q1 | -1.012567815 |
| median | -0.1437584182 |
| Q3 | 0.7250509786 |
| 95-th percentile | 1.593860375 |
| Maximum | 1.593860375 |
| Range | 3.185634455 |
| Interquartile range (IQR) | 1.737618794 |
Descriptive statistics
| Standard deviation | 1.000000474 |
|---|---|
| Coefficient of variation (CV) | -9.666287756 × 1015 |
| Kurtosis | -1.217596611 |
| Mean | -1.0345238 × 10-16 |
| Median Absolute Deviation (MAD) | 0.8688093968 |
| Skewness | 0.0009981734138 |
| Sum | -1.178538378 × 10-10 |
| Variance | 1.000000948 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| -1.59177408 | 88176 | |
| -1.012567815 | 88105 | |
| 0.7250509786 | 88060 | |
| -1.302170947 | 88058 | |
| -0.4333615504 | 87973 | |
| 1.014654111 | 87889 | |
| -0.1437584182 | 87824 | |
| -0.7229646827 | 87814 | |
| 1.593860375 | 87803 | |
| 1.304257243 | 87792 | |
| Other values (2) | 175478 |
| Value | Count | Frequency (%) |
| -1.59177408 | 88176 | |
| -1.302170947 | 88058 | |
| -1.012567815 | 88105 | |
| -0.7229646827 | 87814 | |
| -0.4333615504 | 87973 | |
| -0.1437584182 | 87824 | |
| 0.1458447141 | 87756 | |
| 0.4354478464 | 87722 | |
| 0.7250509786 | 88060 | |
| 1.014654111 | 87889 |
| Value | Count | Frequency (%) |
| 1.593860375 | 87803 | |
| 1.304257243 | 87792 | |
| 1.014654111 | 87889 | |
| 0.7250509786 | 88060 | |
| 0.4354478464 | 87722 | |
| 0.1458447141 | 87756 | |
| -0.1437584182 | 87824 | |
| -0.4333615504 | 87973 | |
| -0.7229646827 | 87814 | |
| -1.012567815 | 88105 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| T2M | T2MDEW | T2MWET | QV2M | RH2M | PRECTOTCORR | PS | WS10M | WD10M | WS50M | WD50M | Location | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -0.258778 | 0.109262 | -0.074894 | -0.180738 | 0.031542 | -0.260513 | 1.267474 | -1.105330 | -1.689110 | -1.201682 | -1.699522 | 0.725051 |
| 1 | 0.533375 | -0.387748 | 0.045954 | -0.599523 | -0.929377 | -0.260513 | 0.631433 | -0.152089 | -1.856461 | -0.582507 | -1.880341 | 0.145845 |
| 2 | 0.482076 | 1.237250 | 1.108865 | 1.478777 | 0.738144 | 2.483736 | -2.897818 | 0.165658 | 0.597059 | -0.237025 | 0.604374 | -0.143758 |
| 3 | 0.665798 | 1.300655 | 1.257178 | 1.517843 | 0.612266 | 0.820555 | -0.950912 | -1.167633 | -0.794215 | -1.349746 | -0.825940 | 0.435448 |
| 4 | 0.546498 | 1.290428 | 1.180275 | 1.469402 | 0.742535 | 1.735304 | -0.229549 | -0.687897 | 0.283009 | -1.058105 | 0.291160 | 0.145845 |
| 5 | -1.512622 | -0.072770 | -0.919455 | -0.322938 | 1.362412 | -0.260513 | -0.539813 | -0.127167 | 0.036959 | 0.404584 | 0.031689 | -1.012568 |
| 6 | -0.656047 | -0.821354 | -0.929068 | -0.847982 | -0.611388 | -0.260513 | -1.408552 | 0.508327 | 1.201067 | -0.066528 | 1.182377 | -0.143758 |
| 7 | 2.190454 | -1.319387 | 0.375539 | -1.133944 | -1.631222 | -0.260513 | 0.088472 | -1.317161 | 1.169625 | -1.569597 | 1.017980 | -1.591774 |
| 8 | 2.007925 | -1.611866 | 0.073420 | -1.248016 | -1.661228 | -0.260513 | 0.507328 | 1.741933 | 0.769340 | 1.037219 | 0.764293 | 1.304257 |
| 9 | -1.971928 | -0.996228 | -1.803841 | -0.971430 | 0.383562 | -0.260513 | 1.445876 | -0.282926 | 0.181798 | -0.075501 | 0.175560 | 1.304257 |
Last rows
| T2M | T2MDEW | T2MWET | QV2M | RH2M | PRECTOTCORR | PS | WS10M | WD10M | WS50M | WD50M | Location | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1054962 | -1.349181 | -0.426609 | -1.062275 | -0.608899 | 0.481996 | -0.260513 | -0.105443 | -0.208162 | 1.190927 | 0.642383 | 1.187042 | -1.012568 |
| 1054963 | -0.497378 | -0.377522 | -0.540432 | -0.590148 | -0.311695 | -0.260513 | 0.476301 | 0.396181 | 0.792224 | 1.476923 | 0.788831 | -0.722965 |
| 1054964 | -0.676328 | -1.403244 | -1.331436 | -1.152695 | -1.018297 | -0.260513 | 1.220935 | 0.508327 | 0.973250 | -0.021660 | 0.968436 | -1.591774 |
| 1054965 | -1.748837 | -0.589211 | -1.401473 | -0.713596 | 0.747292 | -0.177354 | -0.857833 | 0.477175 | -0.008716 | 1.607039 | -0.013749 | 1.593860 |
| 1054966 | 0.773168 | -1.103606 | -0.295990 | -1.001120 | -1.347630 | -0.260513 | -1.346499 | -0.282926 | 1.152694 | -0.165237 | 1.154480 | -1.012568 |
| 1054967 | -0.228953 | -0.477742 | -0.453916 | -0.666717 | -0.593092 | -0.260513 | 1.329527 | 0.427332 | 0.824876 | -0.120369 | 0.824099 | -1.302171 |
| 1054968 | 0.810151 | 1.242364 | 1.301123 | 1.383457 | 0.372219 | 2.372857 | -0.268332 | -1.099100 | -0.654399 | -1.295904 | -0.653332 | 0.435448 |
| 1054969 | 1.871923 | 0.635929 | 1.504367 | 0.449003 | -0.894980 | 0.238441 | -0.539813 | -0.158319 | 0.617525 | -0.591481 | 0.621728 | -1.591774 |
| 1054970 | -0.613099 | 0.750467 | 0.151696 | 0.553699 | 1.488290 | -0.260513 | 1.019263 | -0.071094 | 0.279567 | 0.857748 | 0.273993 | 1.014654 |
| 1054971 | -0.508115 | -0.034932 | -0.316589 | -0.294810 | 0.088627 | -0.260513 | -0.454490 | -0.027482 | 1.325348 | 0.709684 | 1.323169 | -1.012568 |